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# Samantha Miller

**Headline:** Professional profile
**Location:** Tracy, CA, USA

## About

Samantha Miller works in AI model evaluation, annotation workflows, prompt design, and the creation of user\-friendly AI workflows\. She is particularly strong at defining success metrics for challenging evaluation work and converting messy inputs into structured training data that human teams can use effectively\. Samantha has built an AI triage command center from unstructured text, made AI training processes more understandable for human teams, and helped turn trainer frustration into enthusiastic adoption\. She also brings an operational perspective to AI work: after a difficult acquisition, she patiently helped transform operations, introduced Kanban practices that reclaimed eight hours each week, and used capacity and burnout data to secure leadership support\. Samantha’s work connects rigorous evaluation design with practical, human\-centered implementation, helping teams make AI systems and training workflows clearer, more manageable, and more useful\.

## Highlights

- Built an AI triage command center from messy text inputs\.
- Converted messy input into structured training data\.
- Designed user\-friendly AI workflows\.
- Defined success metrics for challenging AI evaluation work\.
- Applied expertise in AI model evaluation, annotation workflows, and prompt design, with particular strength in evaluation\.
- Made AI training more understandable for human teams\.
- Helped turn trainer frustration into excited adoption\.
- Patiently helped transform operations after a difficult acquisition\.
- Reclaimed eight hours each week through Kanban\.
- Won leadership support using capacity and burnout data\.

## FAQ

### What does Samantha do?

Samantha works in AI model evaluation, annotation workflows, prompt design, and user\-friendly AI workflow design\. She is especially focused on challenging evaluation work and on defining clear success metrics\.

### What are Samantha’s core strengths?

Samantha is strongest at AI model evaluation, including defining success metrics for difficult evaluation work\. She also converts messy input into structured training data and designs AI workflows that are easier for people to use\.

### What AI triage project did Samantha build?

Samantha built an AI triage command center using messy text inputs, creating a more structured way to handle that information\.

### How has Samantha improved AI training for human teams?

Samantha made AI training more understandable for human teams and helped shift trainer sentiment from frustration to excited adoption\.

### What operational change did Samantha support after an acquisition?

Following a difficult acquisition, Samantha patiently helped transform operations\.

### How did Samantha use Kanban?

Samantha used Kanban practices to reclaim eight hours each week\.

### How did Samantha secure leadership support?

Samantha won leadership support by presenting capacity and burnout data\.

## Links

- LinkedIn: https://www\.linkedin\.com/in/samantha\-miller\-heinrich

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